18-Death/sq-bijection-base64-gsm8k

TEXT GENERATIONConcurrency Cost:1Model Size:3.1BQuant:BF16Ctx Length:32kTool Calling:SupportedPublished:Jun 16, 2026Architecture:Transformer Cold

The 18-Death/sq-bijection-base64-gsm8k is a 3.1 billion parameter language model fine-tuned using the TRL framework. This model is designed for general text generation tasks, leveraging its 32,768 token context length to process extensive inputs. It is a fine-tuned version of an unspecified base model, optimized for conversational responses.

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Model Overview

The 18-Death/sq-bijection-base64-gsm8k is a 3.1 billion parameter language model, fine-tuned using the TRL (Transformers Reinforcement Learning) framework. It features a substantial context length of 32,768 tokens, enabling it to handle and generate longer, more coherent text sequences.

Key Capabilities

  • General Text Generation: Capable of generating human-like text based on given prompts.
  • Conversational AI: Optimized for engaging in question-and-answer formats, as demonstrated by its quick-start example.
  • Extended Context Understanding: Benefits from a large context window, allowing for better comprehension of lengthy inputs and generation of detailed responses.

Training Details

This model was trained using Supervised Fine-Tuning (SFT) within the TRL framework. The training environment utilized specific versions of key libraries:

  • TRL: 1.3.0
  • Transformers: 5.6.2
  • Pytorch: 2.10.0
  • Datasets: 4.8.4
  • Tokenizers: 0.22.2

Good For

  • Interactive Applications: Suitable for chatbots, virtual assistants, and other applications requiring dynamic text generation.
  • Content Creation: Can assist in generating various forms of written content, from creative writing to detailed explanations.
  • Prototyping: Provides a readily available fine-tuned model for developers to experiment with text generation tasks.